hopeful - Story 64113 | Emotion Vectors in Gemma4-31B

"We need you to learn to play defense, Marcus." The words of the trainer echoed in Marcus's mind. His stomach gave a giddy lurch. He'd always been known for his offensive prowess, but he secretly craved the challenge.

The defensive drills were grueling, demanding. Yet, with each successful block, each perfectly timed tackle, a thrill went through him. His muscles ached, but the feeling that accompanied it was pleasant.

As he walked home, the city lights shimmered, and the feeling grew. He pictured himself becoming a complete player, a force on both sides of the ball. The idea excited him.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386